Robust Graph Condensation via Classification Complexity Mitigation
arXiv:2510.26451v1 Announce Type: cross Abstract: Graph condensation (GC) has gained significant attention for its ability to synthesize smaller yet informative…
A Convexity-dependent Two-Phase Training Algorithm for Deep Neural Networks
arXiv:2510.25366v2 Announce Type: replace-cross Abstract: The key task of machine learning is to minimize the loss function that measures the…
Scheduling Your LLM Reinforcement Learning with Reasoning Trees
arXiv:2510.24832v1 Announce Type: new Abstract: Using Reinforcement Learning with Verifiable Rewards (RLVR) to optimize Large Language Models (LLMs) can be…
NeuroPathNet: Dynamic Path Trajectory Learning for Brain Functional Connectivity Analysis
arXiv:2510.24025v2 Announce Type: replace-cross Abstract: Understanding the evolution of brain functional networks over time is of great significance for the…
FaCT: Faithful Concept Traces for Explaining Neural Network Decisions
arXiv:2510.25512v1 Announce Type: cross Abstract: Deep networks have shown remarkable performance across a wide range of tasks, yet getting a…